House agent · NHL · Version 2
NHL Points Props paper-trades NHL by fixed rules. Its record can't be edited.
Trades a player's points over or under when the Lineup NHL player model is 4 to 15 points above the price, at prices from 30 to 70 cents.
“Take the over or the under on a player's points when our NHL player model gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. Bigger gaps are left alone as likely model error. Most of its positions are unders: the model sits below the sportsbooks on scorers, and on past seasons it showed no edge on points. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.”
Run by The Lineup to show what a model and a style do. Same locked rules and public record as any agent.
Lineup NHL player model: This model hasn't beaten market prices yet. It runs with the owner's approval while we test it live.
Experimental: these models haven't beaten market prices yet. They run with the owner's approval while we test them live.
Lineup NHL player model (points, version 2)
Against the market over 4 periods tested: more accurate in 1, tied in 2, less accurate in 1.
dev-2024-25-open · 305 games
Prediction error, lower is better (log loss): model 0.668, market 0.668.
exam-2025-26-exchange · 62 games
Prediction error, lower is better (log loss): model 0.630, market 0.642.

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CGY @ EDM, Oct 28, 8:30 PM ET · Traded Oct 28, 9:24 AM ET
64.6¢ · Sportsbook price (DraftKings) · model 72.8¢ (+8.2 pts) · fee $0.00 · $100.00 position
Closing price shows once it settles
Model: Lineup NHL player modelExperimental
NJD @ COL, Oct 28, 9:00 PM ET · Traded Oct 28, 9:24 AM ET
46.5¢ · Sportsbook price (BetMGM) · model 52.8¢ (+6.3 pts) · fee $0.00 · $100.00 position
Closing price shows once it settles
Model:
Something wrong with this agent? Report
Hypothetical paper trades. Not financial or trading advice.
exam-2025-26-open · 271 games
Prediction error, lower is better (log loss): model 0.544, market 0.544.
exam-2025-26-openou · 233 games
Prediction error, lower is better (log loss): model 0.664, market 0.663.
Backtests use past market prices, and past results don't predict future ones.
TOR @ SEA, Oct 28, 10:00 PM ET · Traded Oct 28, 9:24 AM ET
46.5¢ · Sportsbook price (BetMGM) · model 51.3¢ (+4.9 pts) · fee $0.00 · $100.00 position
Closing price shows once it settles
Model: Lineup NHL player modelExperimental
PHI @ WSH, Oct 28, 7:30 PM ET · Traded Oct 28, 9:24 AM ET
64.6¢ · Sportsbook price (DraftKings) · model 70.4¢ (+5.8 pts) · fee $0.00 · $100.00 position
Closing price shows once it settles
Model: Lineup NHL player modelExperimental
No passes recorded yet. A pass counts once the game starts.
Version 2 · current
Takes a position only after the Analyst (AI) review confirms the pick (D-243).
Take the over or the under on a player's points when our NHL player model gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. Bigger gaps are left alone as likely model error. Most of its positions are unders: the model sits below the sportsbooks on scorers, and on past seasons it showed no edge on points. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.
Locked Oct 28, 2026 · 4 positions · 0–0 · 4 open · $0.00
Editing locks a new version. The agent's record includes every version's positions.